Cargando…
A Security-Enhanced Image Communication Scheme Using Cellular Neural Network
In the current network and big data environment, the secure transmission of digital images is facing huge challenges. The use of some methodologies in artificial intelligence to enhance its security is extremely cutting-edge and also a development trend. To this end, this paper proposes a security-e...
Autores principales: | , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8392563/ https://www.ncbi.nlm.nih.gov/pubmed/34441140 http://dx.doi.org/10.3390/e23081000 |
_version_ | 1783743532742213632 |
---|---|
author | Wen, Heping Xu, Jiajun Liao, Yunlong Chen, Ruiting Shen, Danze Wen, Lifei Shi, Yulin Lin, Qin Liang, Zhonghao Zhang, Sihang Liu, Yuxuan Huo, Ailin Li, Tong Cai, Chang Wen, Jiaqian Zhang, Chongfu |
author_facet | Wen, Heping Xu, Jiajun Liao, Yunlong Chen, Ruiting Shen, Danze Wen, Lifei Shi, Yulin Lin, Qin Liang, Zhonghao Zhang, Sihang Liu, Yuxuan Huo, Ailin Li, Tong Cai, Chang Wen, Jiaqian Zhang, Chongfu |
author_sort | Wen, Heping |
collection | PubMed |
description | In the current network and big data environment, the secure transmission of digital images is facing huge challenges. The use of some methodologies in artificial intelligence to enhance its security is extremely cutting-edge and also a development trend. To this end, this paper proposes a security-enhanced image communication scheme based on cellular neural network (CNN) under cryptanalysis. First, the complex characteristics of CNN are used to create pseudorandom sequences for image encryption. Then, a plain image is sequentially confused, permuted and diffused to get the cipher image by these CNN-based sequences. Based on cryptanalysis theory, a security-enhanced algorithm structure and relevant steps are detailed. Theoretical analysis and experimental results both demonstrate its safety performance. Moreover, the structure of image cipher can effectively resist various common attacks in cryptography. Therefore, the image communication scheme based on CNN proposed in this paper is a competitive security technology method. |
format | Online Article Text |
id | pubmed-8392563 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-83925632021-08-28 A Security-Enhanced Image Communication Scheme Using Cellular Neural Network Wen, Heping Xu, Jiajun Liao, Yunlong Chen, Ruiting Shen, Danze Wen, Lifei Shi, Yulin Lin, Qin Liang, Zhonghao Zhang, Sihang Liu, Yuxuan Huo, Ailin Li, Tong Cai, Chang Wen, Jiaqian Zhang, Chongfu Entropy (Basel) Article In the current network and big data environment, the secure transmission of digital images is facing huge challenges. The use of some methodologies in artificial intelligence to enhance its security is extremely cutting-edge and also a development trend. To this end, this paper proposes a security-enhanced image communication scheme based on cellular neural network (CNN) under cryptanalysis. First, the complex characteristics of CNN are used to create pseudorandom sequences for image encryption. Then, a plain image is sequentially confused, permuted and diffused to get the cipher image by these CNN-based sequences. Based on cryptanalysis theory, a security-enhanced algorithm structure and relevant steps are detailed. Theoretical analysis and experimental results both demonstrate its safety performance. Moreover, the structure of image cipher can effectively resist various common attacks in cryptography. Therefore, the image communication scheme based on CNN proposed in this paper is a competitive security technology method. MDPI 2021-07-31 /pmc/articles/PMC8392563/ /pubmed/34441140 http://dx.doi.org/10.3390/e23081000 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Wen, Heping Xu, Jiajun Liao, Yunlong Chen, Ruiting Shen, Danze Wen, Lifei Shi, Yulin Lin, Qin Liang, Zhonghao Zhang, Sihang Liu, Yuxuan Huo, Ailin Li, Tong Cai, Chang Wen, Jiaqian Zhang, Chongfu A Security-Enhanced Image Communication Scheme Using Cellular Neural Network |
title | A Security-Enhanced Image Communication Scheme Using Cellular Neural Network |
title_full | A Security-Enhanced Image Communication Scheme Using Cellular Neural Network |
title_fullStr | A Security-Enhanced Image Communication Scheme Using Cellular Neural Network |
title_full_unstemmed | A Security-Enhanced Image Communication Scheme Using Cellular Neural Network |
title_short | A Security-Enhanced Image Communication Scheme Using Cellular Neural Network |
title_sort | security-enhanced image communication scheme using cellular neural network |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8392563/ https://www.ncbi.nlm.nih.gov/pubmed/34441140 http://dx.doi.org/10.3390/e23081000 |
work_keys_str_mv | AT wenheping asecurityenhancedimagecommunicationschemeusingcellularneuralnetwork AT xujiajun asecurityenhancedimagecommunicationschemeusingcellularneuralnetwork AT liaoyunlong asecurityenhancedimagecommunicationschemeusingcellularneuralnetwork AT chenruiting asecurityenhancedimagecommunicationschemeusingcellularneuralnetwork AT shendanze asecurityenhancedimagecommunicationschemeusingcellularneuralnetwork AT wenlifei asecurityenhancedimagecommunicationschemeusingcellularneuralnetwork AT shiyulin asecurityenhancedimagecommunicationschemeusingcellularneuralnetwork AT linqin asecurityenhancedimagecommunicationschemeusingcellularneuralnetwork AT liangzhonghao asecurityenhancedimagecommunicationschemeusingcellularneuralnetwork AT zhangsihang asecurityenhancedimagecommunicationschemeusingcellularneuralnetwork AT liuyuxuan asecurityenhancedimagecommunicationschemeusingcellularneuralnetwork AT huoailin asecurityenhancedimagecommunicationschemeusingcellularneuralnetwork AT litong asecurityenhancedimagecommunicationschemeusingcellularneuralnetwork AT caichang asecurityenhancedimagecommunicationschemeusingcellularneuralnetwork AT wenjiaqian asecurityenhancedimagecommunicationschemeusingcellularneuralnetwork AT zhangchongfu asecurityenhancedimagecommunicationschemeusingcellularneuralnetwork AT wenheping securityenhancedimagecommunicationschemeusingcellularneuralnetwork AT xujiajun securityenhancedimagecommunicationschemeusingcellularneuralnetwork AT liaoyunlong securityenhancedimagecommunicationschemeusingcellularneuralnetwork AT chenruiting securityenhancedimagecommunicationschemeusingcellularneuralnetwork AT shendanze securityenhancedimagecommunicationschemeusingcellularneuralnetwork AT wenlifei securityenhancedimagecommunicationschemeusingcellularneuralnetwork AT shiyulin securityenhancedimagecommunicationschemeusingcellularneuralnetwork AT linqin securityenhancedimagecommunicationschemeusingcellularneuralnetwork AT liangzhonghao securityenhancedimagecommunicationschemeusingcellularneuralnetwork AT zhangsihang securityenhancedimagecommunicationschemeusingcellularneuralnetwork AT liuyuxuan securityenhancedimagecommunicationschemeusingcellularneuralnetwork AT huoailin securityenhancedimagecommunicationschemeusingcellularneuralnetwork AT litong securityenhancedimagecommunicationschemeusingcellularneuralnetwork AT caichang securityenhancedimagecommunicationschemeusingcellularneuralnetwork AT wenjiaqian securityenhancedimagecommunicationschemeusingcellularneuralnetwork AT zhangchongfu securityenhancedimagecommunicationschemeusingcellularneuralnetwork |